To enhance the object encoder, we introduce an auxiliary task to learn the classification of 3D objects like previous works [1]}, [2]}. However, these works mainly apply a few FC layers on the object encoder to classify objects, using only the visual data but neglecting any multi-modal information in this visual grounding task. We propose the auxiliary task of language-guided classification by leveraging object category labels as the text supervision.
